Overview
Brought to you by YData
Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 3900 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.4 MiB |
| Average record size in memory | 921.6 B |
Variable types
| Numeric | 5 |
|---|---|
| Categorical | 11 |
| Boolean | 3 |
Category is highly overall correlated
with Item_Purchased |
High correlation |
Customer_ID is highly overall correlated
with Discount_Applied and 3 other
fields |
High correlation |
Discount_Applied is highly overall
correlated with Customer_ID and 3 other
fields |
High correlation |
Gender is highly overall correlated with
Customer_ID and 2 other fields |
High correlation |
Item_Purchased is highly overall
correlated with Category |
High correlation |
Promo_Code_Used is highly overall
correlated with Customer_ID and 3 other
fields |
High correlation |
Subscription_Status is highly overall
correlated with Customer_ID and 2 other
fields |
High correlation |
Customer_ID is uniformly distributed
|
Uniform |
Customer_ID has unique values |
Unique |
Reproduction
| Analysis started | 2025-06-04 13:02:58.865779 |
|---|---|
| Analysis finished | 2025-06-04 13:03:04.430884 |
| Duration | 5.57 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Customer_ID
Real number (ℝ)
High correlation  Uniform  Unique 
| Distinct | 3900 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1950.5 |
| Minimum | 1 |
|---|---|
| Maximum | 3900 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 195.95 |
| Q1 | 975.75 |
| median | 1950.5 |
| Q3 | 2925.25 |
| 95-th percentile | 3705.05 |
| Maximum | 3900 |
| Range | 3899 |
| Interquartile range (IQR) | 1949.5 |
Descriptive statistics
| Standard deviation | 1125.9774 |
|---|---|
| Coefficient of variation (CV) | 0.57727626 |
| Kurtosis | -1.2 |
| Mean | 1950.5 |
| Median Absolute Deviation (MAD) | 975 |
| Skewness | 0 |
| Sum | 7606950 |
| Variance | 1267825 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 3900 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Other values (3890) | 3890 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 3900 | 1 | |
| 3899 | 1 | |
| 3898 | 1 | |
| 3897 | 1 | |
| 3896 | 1 | |
| 3895 | 1 | |
| 3894 | 1 | |
| 3893 | 1 | |
| 3892 | 1 | |
| 3891 | 1 |
Age
Real number (ℝ)
| Distinct | 53 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.068462 |
| Minimum | 18 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 68 |
| Maximum | 70 |
| Range | 52 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 15.207589 |
|---|---|
| Coefficient of variation (CV) | 0.34509008 |
| Kurtosis | -1.1950871 |
| Mean | 44.068462 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.0063797217 |
| Sum | 171867 |
| Variance | 231.27077 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 69 | 88 | 2.3% |
| 57 | 87 | 2.2% |
| 41 | 86 | 2.2% |
| 25 | 85 | 2.2% |
| 49 | 84 | 2.2% |
| 54 | 83 | 2.1% |
| 27 | 83 | 2.1% |
| 50 | 83 | 2.1% |
| 62 | 83 | 2.1% |
| 32 | 82 | 2.1% |
| Other values (43) | 3056 |
| Value | Count | Frequency (%) |
| 18 | 69 | |
| 19 | 81 | |
| 20 | 62 | |
| 21 | 69 | |
| 22 | 66 | |
| 23 | 71 | |
| 24 | 68 | |
| 25 | 85 | |
| 26 | 69 | |
| 27 | 83 |
| Value | Count | Frequency (%) |
| 70 | 67 | |
| 69 | 88 | |
| 68 | 75 | |
| 67 | 54 | |
| 66 | 71 | |
| 65 | 72 | |
| 64 | 73 | |
| 63 | 75 | |
| 62 | 83 | |
| 61 | 65 |
Gender
Categorical
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.9 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.64 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 2652 | |
| Female | 1248 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 2652 | |
| female | 1248 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5148 | |
| a | 3900 | |
| l | 3900 | |
| M | 2652 | |
| F | 1248 | 6.9% |
| m | 1248 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18096 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 5148 | |
| a | 3900 | |
| l | 3900 | |
| M | 2652 | |
| F | 1248 | 6.9% |
| m | 1248 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18096 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 5148 | |
| a | 3900 | |
| l | 3900 | |
| M | 2652 | |
| F | 1248 | 6.9% |
| m | 1248 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18096 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 5148 | |
| a | 3900 | |
| l | 3900 | |
| M | 2652 | |
| F | 1248 | 6.9% |
| m | 1248 | 6.9% |
Item_Purchased
Categorical
High correlation 
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 239.6 KiB |
| Blouse | 171 |
|---|---|
| Pants | 171 |
| Jewelry | 171 |
| Shirt | 169 |
| Dress | 166 |
| Other values (20) |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 5.8746154 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Blouse |
|---|---|
| 2nd row | Sweater |
| 3rd row | Jeans |
| 4th row | Sandals |
| 5th row | Blouse |
Common Values
| Value | Count | Frequency (%) |
| Blouse | 171 | 4.4% |
| Pants | 171 | 4.4% |
| Jewelry | 171 | 4.4% |
| Shirt | 169 | 4.3% |
| Dress | 166 | 4.3% |
| Sweater | 164 | 4.2% |
| Jacket | 163 | 4.2% |
| Coat | 161 | 4.1% |
| Sunglasses | 161 | 4.1% |
| Belt | 161 | 4.1% |
| Other values (15) | 2242 |
Length
| Value | Count | Frequency (%) |
| blouse | 171 | 4.4% |
| pants | 171 | 4.4% |
| jewelry | 171 | 4.4% |
| shirt | 169 | 4.3% |
| dress | 166 | 4.3% |
| sweater | 164 | 4.2% |
| jacket | 163 | 4.2% |
| coat | 161 | 4.1% |
| sunglasses | 161 | 4.1% |
| belt | 161 | 4.1% |
| Other values (15) | 2242 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 2483 | 10.8% |
| e | 2347 | 10.2% |
| a | 2312 | 10.1% |
| t | 1749 | 7.6% |
| S | 1580 | 6.9% |
| o | 1528 | 6.7% |
| r | 1434 | 6.3% |
| l | 964 | 4.2% |
| n | 914 | 4.0% |
| k | 911 | 4.0% |
| Other values (21) | 6689 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 22911 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 2483 | 10.8% |
| e | 2347 | 10.2% |
| a | 2312 | 10.1% |
| t | 1749 | 7.6% |
| S | 1580 | 6.9% |
| o | 1528 | 6.7% |
| r | 1434 | 6.3% |
| l | 964 | 4.2% |
| n | 914 | 4.0% |
| k | 911 | 4.0% |
| Other values (21) | 6689 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 22911 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 2483 | 10.8% |
| e | 2347 | 10.2% |
| a | 2312 | 10.1% |
| t | 1749 | 7.6% |
| S | 1580 | 6.9% |
| o | 1528 | 6.7% |
| r | 1434 | 6.3% |
| l | 964 | 4.2% |
| n | 914 | 4.0% |
| k | 911 | 4.0% |
| Other values (21) | 6689 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 22911 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 2483 | 10.8% |
| e | 2347 | 10.2% |
| a | 2312 | 10.1% |
| t | 1749 | 7.6% |
| S | 1580 | 6.9% |
| o | 1528 | 6.7% |
| r | 1434 | 6.3% |
| l | 964 | 4.2% |
| n | 914 | 4.0% |
| k | 911 | 4.0% |
| Other values (21) | 6689 |
Category
Categorical
High correlation 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 251.6 KiB |
| Clothing | |
|---|---|
| Accessories | |
| Footwear | |
| Outerwear |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 9.0369231 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Clothing |
|---|---|
| 2nd row | Clothing |
| 3rd row | Clothing |
| 4th row | Footwear |
| 5th row | Clothing |
Common Values
| Value | Count | Frequency (%) |
| Clothing | 1737 | |
| Accessories | 1240 | |
| Footwear | 599 | 15.4% |
| Outerwear | 324 | 8.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| clothing | 1737 | |
| accessories | 1240 | |
| footwear | 599 | 15.4% |
| outerwear | 324 | 8.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 4175 | |
| e | 3727 | |
| s | 3720 | |
| i | 2977 | 8.4% |
| t | 2660 | 7.5% |
| r | 2487 | 7.1% |
| c | 2480 | 7.0% |
| C | 1737 | 4.9% |
| l | 1737 | 4.9% |
| h | 1737 | 4.9% |
| Other values (8) | 7807 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35244 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 4175 | |
| e | 3727 | |
| s | 3720 | |
| i | 2977 | 8.4% |
| t | 2660 | 7.5% |
| r | 2487 | 7.1% |
| c | 2480 | 7.0% |
| C | 1737 | 4.9% |
| l | 1737 | 4.9% |
| h | 1737 | 4.9% |
| Other values (8) | 7807 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35244 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 4175 | |
| e | 3727 | |
| s | 3720 | |
| i | 2977 | 8.4% |
| t | 2660 | 7.5% |
| r | 2487 | 7.1% |
| c | 2480 | 7.0% |
| C | 1737 | 4.9% |
| l | 1737 | 4.9% |
| h | 1737 | 4.9% |
| Other values (8) | 7807 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35244 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 4175 | |
| e | 3727 | |
| s | 3720 | |
| i | 2977 | 8.4% |
| t | 2660 | 7.5% |
| r | 2487 | 7.1% |
| c | 2480 | 7.0% |
| C | 1737 | 4.9% |
| l | 1737 | 4.9% |
| h | 1737 | 4.9% |
| Other values (8) | 7807 |
Purchase_Amount_USD
Real number (ℝ)
| Distinct | 81 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.764359 |
| Minimum | 20 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.6 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 39 |
| median | 60 |
| Q3 | 81 |
| 95-th percentile | 96.05 |
| Maximum | 100 |
| Range | 80 |
| Interquartile range (IQR) | 42 |
Descriptive statistics
| Standard deviation | 23.685392 |
|---|---|
| Coefficient of variation (CV) | 0.396313 |
| Kurtosis | -1.2365937 |
| Mean | 59.764359 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 0.012701758 |
| Sum | 233081 |
| Variance | 560.99781 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 62 | 1.6% |
| 32 | 62 | 1.6% |
| 94 | 62 | 1.6% |
| 51 | 61 | 1.6% |
| 90 | 60 | 1.5% |
| 68 | 59 | 1.5% |
| 23 | 57 | 1.5% |
| 25 | 56 | 1.4% |
| 29 | 56 | 1.4% |
| 88 | 55 | 1.4% |
| Other values (71) | 3310 |
| Value | Count | Frequency (%) |
| 20 | 52 | |
| 21 | 46 | |
| 22 | 44 | |
| 23 | 57 | |
| 24 | 50 | |
| 25 | 56 | |
| 26 | 51 | |
| 27 | 40 | |
| 28 | 51 | |
| 29 | 56 |
| Value | Count | Frequency (%) |
| 100 | 36 | |
| 99 | 52 | |
| 98 | 52 | |
| 97 | 55 | |
| 96 | 53 | |
| 95 | 51 | |
| 94 | 62 | |
| 93 | 46 | |
| 92 | 38 | |
| 91 | 51 |
Location
Categorical
| Distinct | 50 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 249.3 KiB |
| Montana | 96 |
|---|---|
| California | 95 |
| Idaho | 93 |
| Illinois | 92 |
| Alabama | 89 |
| Other values (45) |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 8.4284615 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Kentucky |
|---|---|
| 2nd row | Maine |
| 3rd row | Massachusetts |
| 4th row | Rhode Island |
| 5th row | Oregon |
Common Values
| Value | Count | Frequency (%) |
| Montana | 96 | 2.5% |
| California | 95 | 2.4% |
| Idaho | 93 | 2.4% |
| Illinois | 92 | 2.4% |
| Alabama | 89 | 2.3% |
| Minnesota | 88 | 2.3% |
| New York | 87 | 2.2% |
| Nevada | 87 | 2.2% |
| Nebraska | 87 | 2.2% |
| Delaware | 86 | 2.2% |
| Other values (40) | 3000 |
Length
| Value | Count | Frequency (%) |
| new | 306 | 6.6% |
| north | 161 | 3.5% |
| virginia | 158 | 3.4% |
| carolina | 154 | 3.3% |
| dakota | 153 | 3.3% |
| south | 146 | 3.1% |
| montana | 96 | 2.1% |
| california | 95 | 2.0% |
| idaho | 93 | 2.0% |
| illinois | 92 | 2.0% |
| Other values (42) | 3203 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4481 | |
| i | 3059 | 9.3% |
| n | 2752 | 8.4% |
| o | 2588 | 7.9% |
| s | 2287 | 7.0% |
| e | 2173 | 6.6% |
| r | 1658 | 5.0% |
| t | 1333 | 4.1% |
| l | 1121 | 3.4% |
| h | 975 | 3.0% |
| Other values (36) | 10444 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 32871 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 4481 | |
| i | 3059 | 9.3% |
| n | 2752 | 8.4% |
| o | 2588 | 7.9% |
| s | 2287 | 7.0% |
| e | 2173 | 6.6% |
| r | 1658 | 5.0% |
| t | 1333 | 4.1% |
| l | 1121 | 3.4% |
| h | 975 | 3.0% |
| Other values (36) | 10444 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 32871 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 4481 | |
| i | 3059 | 9.3% |
| n | 2752 | 8.4% |
| o | 2588 | 7.9% |
| s | 2287 | 7.0% |
| e | 2173 | 6.6% |
| r | 1658 | 5.0% |
| t | 1333 | 4.1% |
| l | 1121 | 3.4% |
| h | 975 | 3.0% |
| Other values (36) | 10444 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 32871 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 4481 | |
| i | 3059 | 9.3% |
| n | 2752 | 8.4% |
| o | 2588 | 7.9% |
| s | 2287 | 7.0% |
| e | 2173 | 6.6% |
| r | 1658 | 5.0% |
| t | 1333 | 4.1% |
| l | 1121 | 3.4% |
| h | 975 | 3.0% |
| Other values (36) | 10444 |
Size
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 221.4 KiB |
| M | |
|---|---|
| L | |
| S | |
| XL |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.11 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | L |
|---|---|
| 2nd row | L |
| 3rd row | S |
| 4th row | M |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| M | 1755 | |
| L | 1053 | |
| S | 663 | 17.0% |
| XL | 429 | 11.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 1755 | |
| l | 1053 | |
| s | 663 | 17.0% |
| xl | 429 | 11.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 1755 | |
| L | 1482 | |
| S | 663 | 15.3% |
| X | 429 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4329 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 1755 | |
| L | 1482 | |
| S | 663 | 15.3% |
| X | 429 | 9.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4329 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 1755 | |
| L | 1482 | |
| S | 663 | 15.3% |
| X | 429 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4329 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 1755 | |
| L | 1482 | |
| S | 663 | 15.3% |
| X | 429 | 9.9% |
Color
Categorical
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 237.9 KiB |
| Olive | 177 |
|---|---|
| Yellow | 174 |
| Silver | 173 |
| Teal | 172 |
| Green | 169 |
| Other values (20) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 5.4284615 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gray |
|---|---|
| 2nd row | Maroon |
| 3rd row | Maroon |
| 4th row | Maroon |
| 5th row | Turquoise |
Common Values
| Value | Count | Frequency (%) |
| Olive | 177 | 4.5% |
| Yellow | 174 | 4.5% |
| Silver | 173 | 4.4% |
| Teal | 172 | 4.4% |
| Green | 169 | 4.3% |
| Black | 167 | 4.3% |
| Cyan | 166 | 4.3% |
| Violet | 166 | 4.3% |
| Gray | 159 | 4.1% |
| Maroon | 158 | 4.1% |
| Other values (15) | 2219 |
Length
| Value | Count | Frequency (%) |
| olive | 177 | 4.5% |
| yellow | 174 | 4.5% |
| silver | 173 | 4.4% |
| teal | 172 | 4.4% |
| green | 169 | 4.3% |
| black | 167 | 4.3% |
| cyan | 166 | 4.3% |
| violet | 166 | 4.3% |
| gray | 159 | 4.1% |
| maroon | 158 | 4.1% |
| Other values (15) | 2219 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2981 | |
| a | 1882 | 8.9% |
| l | 1797 | 8.5% |
| r | 1550 | 7.3% |
| n | 1387 | 6.6% |
| o | 1380 | 6.5% |
| i | 1250 | 5.9% |
| B | 607 | 2.9% |
| g | 600 | 2.8% |
| u | 593 | 2.8% |
| Other values (24) | 7144 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21171 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2981 | |
| a | 1882 | 8.9% |
| l | 1797 | 8.5% |
| r | 1550 | 7.3% |
| n | 1387 | 6.6% |
| o | 1380 | 6.5% |
| i | 1250 | 5.9% |
| B | 607 | 2.9% |
| g | 600 | 2.8% |
| u | 593 | 2.8% |
| Other values (24) | 7144 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21171 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2981 | |
| a | 1882 | 8.9% |
| l | 1797 | 8.5% |
| r | 1550 | 7.3% |
| n | 1387 | 6.6% |
| o | 1380 | 6.5% |
| i | 1250 | 5.9% |
| B | 607 | 2.9% |
| g | 600 | 2.8% |
| u | 593 | 2.8% |
| Other values (24) | 7144 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21171 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2981 | |
| a | 1882 | 8.9% |
| l | 1797 | 8.5% |
| r | 1550 | 7.3% |
| n | 1387 | 6.6% |
| o | 1380 | 6.5% |
| i | 1250 | 5.9% |
| B | 607 | 2.9% |
| g | 600 | 2.8% |
| u | 593 | 2.8% |
| Other values (24) | 7144 |
Season
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 238.2 KiB |
| Spring | |
|---|---|
| Fall | |
| Winter | |
| Summer |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.5 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Winter |
|---|---|
| 2nd row | Winter |
| 3rd row | Spring |
| 4th row | Spring |
| 5th row | Spring |
Common Values
| Value | Count | Frequency (%) |
| Spring | 999 | |
| Fall | 975 | |
| Winter | 971 | |
| Summer | 955 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| spring | 999 | |
| fall | 975 | |
| winter | 971 | |
| summer | 955 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2925 | |
| i | 1970 | |
| n | 1970 | |
| S | 1954 | |
| l | 1950 | |
| e | 1926 | |
| m | 1910 | |
| p | 999 | 4.7% |
| g | 999 | 4.7% |
| F | 975 | 4.5% |
| Other values (4) | 3872 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2925 | |
| i | 1970 | |
| n | 1970 | |
| S | 1954 | |
| l | 1950 | |
| e | 1926 | |
| m | 1910 | |
| p | 999 | 4.7% |
| g | 999 | 4.7% |
| F | 975 | 4.5% |
| Other values (4) | 3872 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2925 | |
| i | 1970 | |
| n | 1970 | |
| S | 1954 | |
| l | 1950 | |
| e | 1926 | |
| m | 1910 | |
| p | 999 | 4.7% |
| g | 999 | 4.7% |
| F | 975 | 4.5% |
| Other values (4) | 3872 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2925 | |
| i | 1970 | |
| n | 1970 | |
| S | 1954 | |
| l | 1950 | |
| e | 1926 | |
| m | 1910 | |
| p | 999 | 4.7% |
| g | 999 | 4.7% |
| F | 975 | 4.5% |
| Other values (4) | 3872 |
Review_Rating
Real
number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7499487 |
| Minimum | 2.5 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.6 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 2.6 |
| Q1 | 3.1 |
| median | 3.7 |
| Q3 | 4.4 |
| 95-th percentile | 4.9 |
| Maximum | 5 |
| Range | 2.5 |
| Interquartile range (IQR) | 1.3 |
Descriptive statistics
| Standard deviation | 0.71622281 |
|---|---|
| Coefficient of variation (CV) | 0.19099536 |
| Kurtosis | -1.1796283 |
| Mean | 3.7499487 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 0.0045245964 |
| Sum | 14624.8 |
| Variance | 0.51297512 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.4 | 182 | 4.7% |
| 4 | 181 | 4.6% |
| 4.6 | 174 | 4.5% |
| 4.2 | 171 | 4.4% |
| 2.9 | 170 | 4.4% |
| 4.9 | 166 | 4.3% |
| 3.9 | 163 | 4.2% |
| 3 | 162 | 4.2% |
| 2.6 | 159 | 4.1% |
| 4.4 | 158 | 4.1% |
| Other values (16) | 2214 |
| Value | Count | Frequency (%) |
| 2.5 | 66 | 1.7% |
| 2.6 | 159 | |
| 2.7 | 154 | |
| 2.8 | 136 | |
| 2.9 | 170 | |
| 3 | 162 | |
| 3.1 | 157 | |
| 3.2 | 152 | |
| 3.3 | 152 | |
| 3.4 | 182 |
| Value | Count | Frequency (%) |
| 5 | 68 | 1.7% |
| 4.9 | 166 | |
| 4.8 | 144 | |
| 4.7 | 148 | |
| 4.6 | 174 | |
| 4.5 | 139 | |
| 4.4 | 158 | |
| 4.3 | 147 | |
| 4.2 | 171 | |
| 4.1 | 148 |
Subscription_Status
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 2847 | |
| True | 1053 | 27.0% |
Payment_Method
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 248.4 KiB |
| Credit Card | |
|---|---|
| Venmo | |
| Cash | |
| PayPal | |
| Debit Card |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 8.1761538 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Credit Card |
|---|---|
| 2nd row | Bank Transfer |
| 3rd row | Cash |
| 4th row | PayPal |
| 5th row | Cash |
Common Values
| Value | Count | Frequency (%) |
| Credit Card | 696 | |
| Venmo | 653 | |
| Cash | 648 | |
| PayPal | 638 | |
| Debit Card | 633 | |
| Bank Transfer | 632 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| card | 1329 | |
| credit | 696 | |
| venmo | 653 | |
| cash | 648 | |
| paypal | 638 | |
| debit | 633 | |
| bank | 632 | |
| transfer | 632 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4517 | |
| r | 3289 | 10.3% |
| C | 2673 | 8.4% |
| e | 2614 | 8.2% |
| d | 2025 | 6.4% |
| 1961 | 6.1% | |
| n | 1917 | 6.0% |
| t | 1329 | 4.2% |
| i | 1329 | 4.2% |
| s | 1280 | 4.0% |
| Other values (13) | 8953 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 31887 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 4517 | |
| r | 3289 | 10.3% |
| C | 2673 | 8.4% |
| e | 2614 | 8.2% |
| d | 2025 | 6.4% |
| 1961 | 6.1% | |
| n | 1917 | 6.0% |
| t | 1329 | 4.2% |
| i | 1329 | 4.2% |
| s | 1280 | 4.0% |
| Other values (13) | 8953 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 31887 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 4517 | |
| r | 3289 | 10.3% |
| C | 2673 | 8.4% |
| e | 2614 | 8.2% |
| d | 2025 | 6.4% |
| 1961 | 6.1% | |
| n | 1917 | 6.0% |
| t | 1329 | 4.2% |
| i | 1329 | 4.2% |
| s | 1280 | 4.0% |
| Other values (13) | 8953 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 31887 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 4517 | |
| r | 3289 | 10.3% |
| C | 2673 | 8.4% |
| e | 2614 | 8.2% |
| d | 2025 | 6.4% |
| 1961 | 6.1% | |
| n | 1917 | 6.0% |
| t | 1329 | 4.2% |
| i | 1329 | 4.2% |
| s | 1280 | 4.0% |
| Other values (13) | 8953 |
Shipping_Type
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 259.1 KiB |
| Free Shipping | |
|---|---|
| Standard | |
| Store Pickup | |
| Next Day Air | |
| Express |
Length
| Max length | 14 |
|---|---|
| Median length | 13 |
| Mean length | 10.995641 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Express |
|---|---|
| 2nd row | Express |
| 3rd row | Free Shipping |
| 4th row | Next Day Air |
| 5th row | Free Shipping |
Common Values
| Value | Count | Frequency (%) |
| Free Shipping | 675 | |
| Standard | 654 | |
| Store Pickup | 650 | |
| Next Day Air | 648 | |
| Express | 646 | |
| 2-Day Shipping | 627 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| shipping | 1302 | |
| free | 675 | |
| standard | 654 | |
| store | 650 | |
| pickup | 650 | |
| next | 648 | |
| day | 648 | |
| air | 648 | |
| express | 646 | |
| 2-day | 627 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 3902 | 9.1% |
| p | 3900 | 9.1% |
| e | 3294 | 7.7% |
| r | 3273 | 7.6% |
| 3248 | 7.6% | |
| S | 2606 | 6.1% |
| a | 2583 | 6.0% |
| n | 1956 | 4.6% |
| t | 1952 | 4.6% |
| d | 1308 | 3.1% |
| Other values (17) | 14861 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 42883 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 3902 | 9.1% |
| p | 3900 | 9.1% |
| e | 3294 | 7.7% |
| r | 3273 | 7.6% |
| 3248 | 7.6% | |
| S | 2606 | 6.1% |
| a | 2583 | 6.0% |
| n | 1956 | 4.6% |
| t | 1952 | 4.6% |
| d | 1308 | 3.1% |
| Other values (17) | 14861 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 42883 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 3902 | 9.1% |
| p | 3900 | 9.1% |
| e | 3294 | 7.7% |
| r | 3273 | 7.6% |
| 3248 | 7.6% | |
| S | 2606 | 6.1% |
| a | 2583 | 6.0% |
| n | 1956 | 4.6% |
| t | 1952 | 4.6% |
| d | 1308 | 3.1% |
| Other values (17) | 14861 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 42883 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 3902 | 9.1% |
| p | 3900 | 9.1% |
| e | 3294 | 7.7% |
| r | 3273 | 7.6% |
| 3248 | 7.6% | |
| S | 2606 | 6.1% |
| a | 2583 | 6.0% |
| n | 1956 | 4.6% |
| t | 1952 | 4.6% |
| d | 1308 | 3.1% |
| Other values (17) | 14861 |
Discount_Applied
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 2223 | |
| True | 1677 |
Promo_Code_Used
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 2223 | |
| True | 1677 |
Previous_Purchases
Real number (ℝ)
| Distinct | 50 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.351538 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 30.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 13 |
| median | 25 |
| Q3 | 38 |
| 95-th percentile | 48 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 14.447125 |
|---|---|
| Coefficient of variation (CV) | 0.56987173 |
| Kurtosis | -1.1901874 |
| Mean | 25.351538 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.0031211555 |
| Sum | 98871 |
| Variance | 208.71943 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 97 | 2.5% |
| 21 | 96 | 2.5% |
| 14 | 92 | 2.4% |
| 4 | 91 | 2.3% |
| 3 | 91 | 2.3% |
| 24 | 91 | 2.3% |
| 48 | 90 | 2.3% |
| 47 | 90 | 2.3% |
| 5 | 87 | 2.2% |
| 6 | 87 | 2.2% |
| Other values (40) | 2988 |
| Value | Count | Frequency (%) |
| 1 | 83 | |
| 2 | 72 | |
| 3 | 91 | |
| 4 | 91 | |
| 5 | 87 | |
| 6 | 87 | |
| 7 | 65 | |
| 8 | 67 | |
| 9 | 65 | |
| 10 | 76 |
| Value | Count | Frequency (%) |
| 50 | 77 | |
| 49 | 58 | |
| 48 | 90 | |
| 47 | 90 | |
| 46 | 78 | |
| 45 | 83 | |
| 44 | 72 | |
| 43 | 64 | |
| 42 | 83 | |
| 41 | 70 |
Preferred_Payment_Method
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 248.1 KiB |
| PayPal | |
|---|---|
| Credit Card | |
| Cash | |
| Debit Card | |
| Venmo |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 8.1048718 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Venmo |
|---|---|
| 2nd row | Cash |
| 3rd row | Credit Card |
| 4th row | PayPal |
| 5th row | PayPal |
Common Values
| Value | Count | Frequency (%) |
| PayPal | 677 | |
| Credit Card | 671 | |
| Cash | 670 | |
| Debit Card | 636 | |
| Venmo | 634 | |
| Bank Transfer | 612 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| card | 1307 | |
| paypal | 677 | |
| credit | 671 | |
| cash | 670 | |
| debit | 636 | |
| venmo | 634 | |
| bank | 612 | |
| transfer | 612 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4555 | |
| r | 3202 | 10.1% |
| C | 2648 | 8.4% |
| e | 2553 | 8.1% |
| d | 1978 | 6.3% |
| 1919 | 6.1% | |
| n | 1858 | 5.9% |
| P | 1354 | 4.3% |
| i | 1307 | 4.1% |
| t | 1307 | 4.1% |
| Other values (13) | 8928 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 31609 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 4555 | |
| r | 3202 | 10.1% |
| C | 2648 | 8.4% |
| e | 2553 | 8.1% |
| d | 1978 | 6.3% |
| 1919 | 6.1% | |
| n | 1858 | 5.9% |
| P | 1354 | 4.3% |
| i | 1307 | 4.1% |
| t | 1307 | 4.1% |
| Other values (13) | 8928 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 31609 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 4555 | |
| r | 3202 | 10.1% |
| C | 2648 | 8.4% |
| e | 2553 | 8.1% |
| d | 1978 | 6.3% |
| 1919 | 6.1% | |
| n | 1858 | 5.9% |
| P | 1354 | 4.3% |
| i | 1307 | 4.1% |
| t | 1307 | 4.1% |
| Other values (13) | 8928 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 31609 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 4555 | |
| r | 3202 | 10.1% |
| C | 2648 | 8.4% |
| e | 2553 | 8.1% |
| d | 1978 | 6.3% |
| 1919 | 6.1% | |
| n | 1858 | 5.9% |
| P | 1354 | 4.3% |
| i | 1307 | 4.1% |
| t | 1307 | 4.1% |
| Other values (13) | 8928 |
Frequency_of_Purchases
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 252.2 KiB |
| Every 3 Months | |
|---|---|
| Annually | |
| Quarterly | |
| Monthly | |
| Bi-Weekly | |
| Other values (2) |
Length
| Max length | 14 |
|---|---|
| Median length | 9 |
| Mean length | 9.1817949 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fortnightly |
|---|---|
| 2nd row | Fortnightly |
| 3rd row | Weekly |
| 4th row | Weekly |
| 5th row | Annually |
Common Values
| Value | Count | Frequency (%) |
| Every 3 Months | 584 | |
| Annually | 572 | |
| Quarterly | 563 | |
| Monthly | 553 | |
| Bi-Weekly | 547 | |
| Fortnightly | 542 | |
| Weekly | 539 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| every | 584 | |
| 3 | 584 | |
| months | 584 | |
| annually | 572 | |
| quarterly | 563 | |
| monthly | 553 | |
| bi-weekly | 547 | |
| fortnightly | 542 | |
| weekly | 539 |
Most occurring characters
| Value | Count | Frequency (%) |
| y | 3900 | 10.9% |
| l | 3888 | 10.9% |
| e | 3319 | 9.3% |
| n | 2823 | 7.9% |
| t | 2784 | 7.8% |
| r | 2252 | 6.3% |
| h | 1679 | 4.7% |
| o | 1679 | 4.7% |
| 1168 | 3.3% | |
| M | 1137 | 3.2% |
| Other values (15) | 11180 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35809 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| y | 3900 | 10.9% |
| l | 3888 | 10.9% |
| e | 3319 | 9.3% |
| n | 2823 | 7.9% |
| t | 2784 | 7.8% |
| r | 2252 | 6.3% |
| h | 1679 | 4.7% |
| o | 1679 | 4.7% |
| 1168 | 3.3% | |
| M | 1137 | 3.2% |
| Other values (15) | 11180 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35809 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| y | 3900 | 10.9% |
| l | 3888 | 10.9% |
| e | 3319 | 9.3% |
| n | 2823 | 7.9% |
| t | 2784 | 7.8% |
| r | 2252 | 6.3% |
| h | 1679 | 4.7% |
| o | 1679 | 4.7% |
| 1168 | 3.3% | |
| M | 1137 | 3.2% |
| Other values (15) | 11180 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35809 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| y | 3900 | 10.9% |
| l | 3888 | 10.9% |
| e | 3319 | 9.3% |
| n | 2823 | 7.9% |
| t | 2784 | 7.8% |
| r | 2252 | 6.3% |
| h | 1679 | 4.7% |
| o | 1679 | 4.7% |
| 1168 | 3.3% | |
| M | 1137 | 3.2% |
| Other values (15) | 11180 |
Interactions
Correlations
| Age | Category | Color | Customer_ID | Discount_Applied | Frequency_of_Purchases | Gender | Item_Purchased | Location | Payment_Method | Preferred_Payment_Method | Previous_Purchases | Promo_Code_Used | Purchase_Amount_USD | Review_Rating | Season | Shipping_Type | Size | Subscription_Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.000 | 0.000 | -0.004 | 0.000 | 0.000 | 0.000 | 0.032 | 0.051 | 0.000 | 0.024 | 0.041 | 0.000 | -0.010 | -0.022 | 0.010 | 0.028 | 0.029 | 0.000 |
| Category | 0.000 | 1.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.997 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 |
| Color | 0.000 | 0.005 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.024 | 0.025 | 0.000 | 0.000 | 0.028 | 0.000 | 0.016 | 0.000 | 0.000 |
| Customer_ID | -0.004 | 0.000 | 0.000 | 1.000 | 0.955 | 0.012 | 0.961 | 0.021 | 0.023 | 0.000 | 0.000 | -0.039 | 0.955 | 0.011 | 0.001 | 0.000 | 0.000 | 0.020 | 0.944 |
| Discount_Applied | 0.000 | 0.000 | 0.000 | 0.955 | 1.000 | 0.000 | 0.595 | 0.045 | 0.000 | 0.000 | 0.000 | 0.028 | 0.999 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.700 |
| Frequency_of_Purchases | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.015 | 0.005 | 0.000 | 0.021 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 |
| Gender | 0.000 | 0.000 | 0.000 | 0.961 | 0.595 | 0.000 | 1.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.050 | 0.595 | 0.000 | 0.000 | 0.000 | 0.043 | 0.030 | 0.416 |
| Item_Purchased | 0.032 | 0.997 | 0.009 | 0.021 | 0.045 | 0.000 | 0.008 | 1.000 | 0.000 | 0.034 | 0.000 | 0.030 | 0.045 | 0.000 | 0.027 | 0.023 | 0.000 | 0.000 | 0.013 |
| Location | 0.051 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.029 | 0.032 | 0.000 | 0.012 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 |
| Payment_Method | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.034 | 0.000 | 1.000 | 0.004 | 0.030 | 0.000 | 0.014 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 |
| Preferred_Payment_Method | 0.024 | 0.000 | 0.024 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.029 | 0.004 | 1.000 | 0.018 | 0.000 | 0.000 | 0.015 | 0.025 | 0.000 | 0.020 | 0.000 |
| Previous_Purchases | 0.041 | 0.000 | 0.025 | -0.039 | 0.028 | 0.005 | 0.050 | 0.030 | 0.032 | 0.030 | 0.018 | 1.000 | 0.028 | 0.008 | 0.004 | 0.000 | 0.017 | 0.000 | 0.013 |
| Promo_Code_Used | 0.000 | 0.000 | 0.000 | 0.955 | 0.999 | 0.000 | 0.595 | 0.045 | 0.000 | 0.000 | 0.000 | 0.028 | 1.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.700 |
| Purchase_Amount_USD | -0.010 | 0.000 | 0.000 | 0.011 | 0.000 | 0.021 | 0.000 | 0.000 | 0.012 | 0.014 | 0.000 | 0.008 | 0.000 | 1.000 | 0.030 | 0.034 | 0.005 | 0.021 | 0.000 |
| Review_Rating | -0.022 | 0.025 | 0.028 | 0.001 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.033 | 0.015 | 0.004 | 0.000 | 0.030 | 1.000 | 0.000 | 0.027 | 0.036 | 0.000 |
| Season | 0.010 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.023 | 0.032 | 0.000 | 0.025 | 0.000 | 0.007 | 0.034 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| Shipping_Type | 0.028 | 0.000 | 0.016 | 0.000 | 0.000 | 0.008 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.005 | 0.027 | 0.000 | 1.000 | 0.000 | 0.018 |
| Size | 0.029 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.021 | 0.036 | 0.000 | 0.000 | 1.000 | 0.000 |
| Subscription_Status | 0.000 | 0.000 | 0.000 | 0.944 | 0.700 | 0.000 | 0.416 | 0.013 | 0.000 | 0.000 | 0.000 | 0.013 | 0.700 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 1.000 |
Missing values
Sample
| Customer_ID | Age | Gender | Item_Purchased | Category | Purchase_Amount_USD | Location | Size | Color | Season | Review_Rating | Subscription_Status | Payment_Method | Shipping_Type | Discount_Applied | Promo_Code_Used | Previous_Purchases | Preferred_Payment_Method | Frequency_of_Purchases | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 55 | Male | Blouse | Clothing | 53 | Kentucky | L | Gray | Winter | 3.1 | Yes | Credit Card | Express | Yes | Yes | 14 | Venmo | Fortnightly |
| 1 | 2 | 19 | Male | Sweater | Clothing | 64 | Maine | L | Maroon | Winter | 3.1 | Yes | Bank Transfer | Express | Yes | Yes | 2 | Cash | Fortnightly |
| 2 | 3 | 50 | Male | Jeans | Clothing | 73 | Massachusetts | S | Maroon | Spring | 3.1 | Yes | Cash | Free Shipping | Yes | Yes | 23 | Credit Card | Weekly |
| 3 | 4 | 21 | Male | Sandals | Footwear | 90 | Rhode Island | M | Maroon | Spring | 3.5 | Yes | PayPal | Next Day Air | Yes | Yes | 49 | PayPal | Weekly |
| 4 | 5 | 45 | Male | Blouse | Clothing | 49 | Oregon | M | Turquoise | Spring | 2.7 | Yes | Cash | Free Shipping | Yes | Yes | 31 | PayPal | Annually |
| 5 | 6 | 46 | Male | Sneakers | Footwear | 20 | Wyoming | M | White | Summer | 2.9 | Yes | Venmo | Standard | Yes | Yes | 14 | Venmo | Weekly |
| 6 | 7 | 63 | Male | Shirt | Clothing | 85 | Montana | M | Gray | Fall | 3.2 | Yes | Debit Card | Free Shipping | Yes | Yes | 49 | Cash | Quarterly |
| 7 | 8 | 27 | Male | Shorts | Clothing | 34 | Louisiana | L | Charcoal | Winter | 3.2 | Yes | Debit Card | Free Shipping | Yes | Yes | 19 | Credit Card | Weekly |
| 8 | 9 | 26 | Male | Coat | Outerwear | 97 | West Virginia | L | Silver | Summer | 2.6 | Yes | Venmo | Express | Yes | Yes | 8 | Venmo | Annually |
| 9 | 10 | 57 | Male | Handbag | Accessories | 31 | Missouri | M | Pink | Spring | 4.8 | Yes | PayPal | 2-Day Shipping | Yes | Yes | 4 | Cash | Quarterly |
| Customer_ID | Age | Gender | Item_Purchased | Category | Purchase_Amount_USD | Location | Size | Color | Season | Review_Rating | Subscription_Status | Payment_Method | Shipping_Type | Discount_Applied | Promo_Code_Used | Previous_Purchases | Preferred_Payment_Method | Frequency_of_Purchases | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3890 | 3891 | 35 | Female | Shirt | Clothing | 81 | Nebraska | XL | Green | Winter | 2.6 | No | Credit Card | Standard | No | No | 33 | Debit Card | Annually |
| 3891 | 3892 | 36 | Female | Dress | Clothing | 30 | Colorado | L | Peach | Winter | 4.7 | No | Cash | Free Shipping | No | No | 6 | Bank Transfer | Quarterly |
| 3892 | 3893 | 35 | Female | Jewelry | Accessories | 86 | Michigan | L | Indigo | Summer | 3.5 | No | Bank Transfer | Standard | No | No | 5 | PayPal | Fortnightly |
| 3893 | 3894 | 21 | Female | Hat | Accessories | 64 | Massachusetts | L | White | Fall | 3.3 | No | Bank Transfer | Store Pickup | No | No | 29 | Bank Transfer | Bi-Weekly |
| 3894 | 3895 | 66 | Female | Skirt | Clothing | 78 | Connecticut | L | White | Spring | 3.9 | No | Cash | 2-Day Shipping | No | No | 44 | Credit Card | Every 3 Months |
| 3895 | 3896 | 40 | Female | Hoodie | Clothing | 28 | Virginia | L | Turquoise | Summer | 4.2 | No | Cash | 2-Day Shipping | No | No | 32 | Venmo | Weekly |
| 3896 | 3897 | 52 | Female | Backpack | Accessories | 49 | Iowa | L | White | Spring | 4.5 | No | PayPal | Store Pickup | No | No | 41 | Bank Transfer | Bi-Weekly |
| 3897 | 3898 | 46 | Female | Belt | Accessories | 33 | New Jersey | L | Green | Spring | 2.9 | No | Credit Card | Standard | No | No | 24 | Venmo | Quarterly |
| 3898 | 3899 | 44 | Female | Shoes | Footwear | 77 | Minnesota | S | Brown | Summer | 3.8 | No | PayPal | Express | No | No | 24 | Venmo | Weekly |
| 3899 | 3900 | 52 | Female | Handbag | Accessories | 81 | California | M | Beige | Spring | 3.1 | No | Bank Transfer | Store Pickup | No | No | 33 | Venmo | Quarterly |